{
    "cells": [
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "# Simulate Artificial Physiological Signals"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "This example can be referenced by [citing the package](https://neuropsychology.github.io/NeuroKit/cite_us.html).\n",
                "\n",
                "NeuroKit's core signal processing functions surround electrocardiogram (ECG), respiratory (RSP), electrodermal activity (EDA), and electromyography (EMG) data. Hence, this example shows how to use NeuroKit to simulate these physiological signals with customized parametric control."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 2,
            "metadata": {},
            "outputs": [],
            "source": [
                "# Load NeuroKit and other useful packages\n",
                "import neurokit2 as nk\n",
                "import numpy as np\n",
                "import pandas as pd\n",
                "import seaborn as sns"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "metadata": {
                "tags": [
                    "remove-input"
                ]
            },
            "outputs": [],
            "source": [
                "# Note: this cell is hidden using the \"remove-input\" tag\n",
                "# Make bigger images\n",
                "import matplotlib.pyplot as plt\n",
                "plt.rcParams['figure.figsize'] = [15, 5]  \n",
                "plt.rcParams['font.size']= 14"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Cardiac Activity (ECG)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "With `ecg_simulate()`, you can generate an artificial ECG signal of a desired length (in this case here, `duration=10`), noise, and heart rate. As you can see in the plot below, *ecg50* has about half the number of heart beats than *ecg100*, and *ecg50* also has more noise in the signal than the latter."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 4,
            "metadata": {
                "scrolled": true
            },
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 720x432 with 2 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Alternate heart rate and noise levels\n",
                "ecg50 = nk.ecg_simulate(duration=10, noise=0.05, heart_rate=50)\n",
                "ecg100 = nk.ecg_simulate(duration=10, noise=0.01, heart_rate=100)\n",
                "\n",
                "# Visualize\n",
                "ecg_df = pd.DataFrame({\"ECG_100\": ecg100, \"ECG_50\": ecg50})\n",
                "\n",
                "nk.signal_plot(ecg_df, subplots=True)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "You can also choose to generate the default, simple simulation based on Daubechies wavelets, which roughly approximates one cardiac cycle, or a more complex one by specifiying `method=\"ecgsyn\"`."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 720x432 with 2 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Alternate methods\n",
                "ecg_sim = nk.ecg_simulate(duration=10, method=\"simple\")\n",
                "ecg_com = nk.ecg_simulate(duration=10, method=\"ecgsyn\")\n",
                "\n",
                "# Visualize\n",
                "methods = pd.DataFrame({\"ECG_Simple\": ecg_sim, \"ECG_Complex\": ecg_com})\n",
                "nk.signal_plot(methods, subplots=True)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Respiration (RSP)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "To simulate a synthetic respiratory signal, you can use `rsp_simulate()` and choose a specific duration and breathing rate. In this example below, you can see that *rsp7* has a lower breathing rate than *rsp15*. You can also decide which model you want to generate the signal. The *simple rsp15* signal incorporates `method = \"sinusoidal\"` which approximates a respiratory cycle based on the trigonometric sine wave. On the other hand, the *complex rsp15* signal specifies `method = \"breathmetrics\"` which uses a more advanced model by interpolating inhalation and exhalation pauses between each respiratory cycle."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 6,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 720x432 with 3 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Simulate\n",
                "rsp15_sim = nk.rsp_simulate(duration=20, respiratory_rate=15, method=\"sinusoidal\")\n",
                "rsp15_com = nk.rsp_simulate(duration=20, respiratory_rate=15, method=\"breathmetrics\")\n",
                "rsp7 = nk.rsp_simulate(duration=20, respiratory_rate=7, method=\"breathmetrics\")\n",
                "\n",
                "# Visualize respiration rate\n",
                "rsp_df = pd.DataFrame({\"RSP7\": rsp7,\n",
                "                       \"RSP15_simple\": rsp15_sim,\n",
                "                       \"RSP15_complex\": rsp15_com})\n",
                "nk.signal_plot(rsp_df, subplots=True)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Electromyography (EMG)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Now, we come to generating an artificial EMG signal using `emg_simulate()`. Here, you can specify the number of bursts of muscular activity (`n_bursts`) in the signal as well as the duration of the bursts (`duration_bursts`). As you can see the active muscle periods in *EMG2_Longer* are greater in duration than that of *EMG2*, and *EMG5* contains more bursts than the former two.  "
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 720x432 with 3 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Simulate\n",
                "emg2 = nk.emg_simulate(duration=10, burst_number=2, burst_duration=1.0)\n",
                "emg2_long = nk.emg_simulate(duration=10, burst_number=2, burst_duration=1.5)\n",
                "emg5 = nk.emg_simulate(duration=10, burst_number=5, burst_duration=1.0)\n",
                "\n",
                "# Visualize\n",
                "emg_df = pd.DataFrame({\"EMG2\": emg2,\n",
                "                       \"EMG2_Longer\": emg2_long,\n",
                "                       \"EMG5\": emg5})\n",
                "nk.signal_plot(emg_df,subplots=True)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Electrodermal Activity (EDA)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Finally, `eda_simulate()` can be used to generate a synthetic EDA signal of a given duration, specifying the number of skin conductance responses or activity 'peaks' (`n_scr`) and the `drift` of the signal. You can also modify the noise level of the signal."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 8,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 720x432 with 3 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Simulate\n",
                "eda1 = nk.eda_simulate(duration=10, scr_number=1, drift=-0.01, noise=0.05)\n",
                "eda3 = nk.eda_simulate(duration=10, scr_number=3, drift=-0.01, noise=0.01)\n",
                "eda3_long = nk.eda_simulate(duration=10, scr_number=3, drift=-0.1, noise=0.01)\n",
                "\n",
                "# Visualize\n",
                "eda_df = pd.DataFrame({\"EDA1\": eda1,\n",
                "                       \"EDA3\": eda3,\n",
                "                       \"EDA3_Longer\": eda3_long})\n",
                "nk.signal_plot(eda_df, subplots=True)"
            ]
        }
    ],
    "metadata": {
        "kernelspec": {
            "display_name": "Python 3",
            "language": "python",
            "name": "python3"
        },
        "language_info": {
            "codemirror_mode": {
                "name": "ipython",
                "version": 3
            },
            "file_extension": ".py",
            "mimetype": "text/x-python",
            "name": "python",
            "nbconvert_exporter": "python",
            "pygments_lexer": "ipython3",
            "version": "3.8.5"
        }
    },
    "nbformat": 4,
    "nbformat_minor": 2
}
